{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#本章需导入的模块\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "from sklearn.datasets import make_classification,make_circles,make_regression\n",
    "from sklearn.model_selection import train_test_split,KFold\n",
    "import sklearn.neural_network as net\n",
    "import sklearn.linear_model as LM\n",
    "from scipy.stats import multivariate_normal\n",
    "from sklearn.metrics import r2_score,mean_squared_error,classification_report\n",
    "from sklearn import svm\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N=100\n",
    "X,Y=make_circles(n_samples=N,noise=0.2,factor=0.5,random_state=123)\n",
    "fig = plt.figure(figsize=(20,6))\n",
    "markers=['^','o']\n",
    "ax = fig.add_subplot(121, projection='3d')\n",
    "var = multivariate_normal(mean=[0,0], cov=[[1,0],[0,1]])\n",
    "Z=np.zeros((len(X),))\n",
    "for i,x in enumerate(X):\n",
    "    Z[i]=var.pdf(x)\n",
    "for k,m in zip([1,0],markers):\n",
    "    ax.scatter(X[Y==k,0],X[Y==k,1],Z[Y==k],marker=m,s=40)\n",
    "ax.set_xlabel('X1')\n",
    "ax.set_ylabel('X2')\n",
    "ax.set_zlabel('Z')\n",
    "ax.set_title('三维空间下100个样本观测点的分布')  \n",
    "\n",
    "ax = fig.add_subplot(122)\n",
    "X1,X2= np.meshgrid(np.linspace(X[:,0].min(),X[:,0].max(),500),np.linspace(X[:,1].min(),X[:,1].max(),500))\n",
    "X0=np.hstack((X1.reshape(len(X1)*len(X2),1),X2.reshape(len(X1)*len(X2),1)))\n",
    "Z=np.zeros((len(X0),))\n",
    "for i,x in enumerate(X0):\n",
    "    Z[i]=var.pdf(x)\n",
    "for k,m in zip([1,0],markers):\n",
    "    ax.scatter(X[Y==k,0],X[Y==k,1],marker=m,s=50)\n",
    "ax.set_title(\"100个样本观测点在二维空间中的分布\")\n",
    "ax.set_xlabel(\"X1\")\n",
    "ax.set_ylabel(\"X2\")\n",
    "ax.grid(True,linestyle='-.')\n",
    "contour = plt.contour(X1,X2,Z.reshape(len(X1),len(X2)),[0.12],colors='k')\n",
    "#ax.clabel(contour,fontsize=10,colors=('k'))  #等高线上标明z（即高度）的值\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "代码说明：\n",
    "（1）第18至20行：为绘图准备数据：数据为在输入变量取值范围内的250000个样本观测点。\n",
    "（2）第21，22行：将250000个样本观测映射到三空间中（非线性函数为二元高斯函数）。\n",
    "（3）第23，24行：在原来的二维空间中展示样本观测的分布特点。并基于三维空间中的250000个样本观测点绘制其等高线图，展示三维空间中的点投影到二维平面上的分布特征。如图8.11右图所示。图形显示，三维空间中可将两类分开的一个平面（横切面）与二维空间中的曲线相对应，可间接实现对二维空间中非线性样本的分割。\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
